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Prioritization (RICE)

Score and rank initiatives objectively.

v1 product-team curated
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Install 安装

curl -sSL https://updating.cc/skills/product-team/prioritization-rice/SKILL.md -o ~/.agents/skills/product-team__prioritization-rice/SKILL.md

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---
name: Prioritization (RICE)
description: Score and rank initiatives objectively.
---
# Prioritization (RICE)

Without a scoring framework, prioritization becomes a politics contest won by whoever shouts loudest. RICE forces each initiative onto the same axes so they're comparable.

## The formula
**Score = (Reach × Impact × Confidence) / Effort**

- **Reach** — how many users this affects, in a period. Be specific about the period.
- **Impact** — how much it moves the metric per user, on a 0.25/0.5/1/2/3 scale. 3 = massive; 0.25 = barely.
- **Confidence** — how sure you are, as a percentage. Cuts down speculative 10× claims.
- **Effort** — person-months or similar. Always in the denominator.

## Use it honestly
- The numbers are estimates, not truth. RICE's value is making assumptions explicit and comparable, not false precision.
- Re-score after learning. Confidence rises or falls; the ranking should move with it.